{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import pandas as pd\n",
    "# 显示中文\n",
    "font = {'family': 'SimHei'}\n",
    "matplotlib.rc('font', **font)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Nationality</th>\n",
       "      <th>Club</th>\n",
       "      <th>Club_Position</th>\n",
       "      <th>Club_Kit</th>\n",
       "      <th>Club_Joining</th>\n",
       "      <th>Contract_Expiry</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "      <th>Preffered_Foot</th>\n",
       "      <th>Birth_Date</th>\n",
       "      <th>Age</th>\n",
       "      <th>Preffered_Position</th>\n",
       "      <th>Work_Rate</th>\n",
       "      <th>Weak_foot</th>\n",
       "      <th>Skill_Moves</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cristiano Ronaldo</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>Real Madrid</td>\n",
       "      <td>LW</td>\n",
       "      <td>7.0</td>\n",
       "      <td>07/01/2009</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>94</td>\n",
       "      <td>185.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>02/05/1985</td>\n",
       "      <td>32</td>\n",
       "      <td>LW/ST</td>\n",
       "      <td>High / Low</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Lionel Messi</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>RW</td>\n",
       "      <td>10.0</td>\n",
       "      <td>07/01/2004</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>93</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>Left</td>\n",
       "      <td>06/24/1987</td>\n",
       "      <td>29</td>\n",
       "      <td>RW</td>\n",
       "      <td>Medium / Medium</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Neymar</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>LW</td>\n",
       "      <td>11.0</td>\n",
       "      <td>07/01/2013</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>92</td>\n",
       "      <td>174.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>02/05/1992</td>\n",
       "      <td>25</td>\n",
       "      <td>LW</td>\n",
       "      <td>High / Medium</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Luis Suárez</td>\n",
       "      <td>Uruguay</td>\n",
       "      <td>FC Barcelona</td>\n",
       "      <td>ST</td>\n",
       "      <td>9.0</td>\n",
       "      <td>07/11/2014</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>92</td>\n",
       "      <td>182.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>01/24/1987</td>\n",
       "      <td>30</td>\n",
       "      <td>ST</td>\n",
       "      <td>High / Medium</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Manuel Neuer</td>\n",
       "      <td>Germany</td>\n",
       "      <td>FC Bayern</td>\n",
       "      <td>GK</td>\n",
       "      <td>1.0</td>\n",
       "      <td>07/01/2011</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>92</td>\n",
       "      <td>193.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>Right</td>\n",
       "      <td>03/27/1986</td>\n",
       "      <td>31</td>\n",
       "      <td>GK</td>\n",
       "      <td>Medium / Medium</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name Nationality          Club Club_Position  Club_Kit  \\\n",
       "0  Cristiano Ronaldo    Portugal   Real Madrid            LW       7.0   \n",
       "1       Lionel Messi   Argentina  FC Barcelona            RW      10.0   \n",
       "2             Neymar      Brazil  FC Barcelona            LW      11.0   \n",
       "3        Luis Suárez     Uruguay  FC Barcelona            ST       9.0   \n",
       "4       Manuel Neuer     Germany     FC Bayern            GK       1.0   \n",
       "\n",
       "  Club_Joining  Contract_Expiry  Rating  Height  Weight Preffered_Foot  \\\n",
       "0   07/01/2009           2021.0      94   185.0    80.0          Right   \n",
       "1   07/01/2004           2018.0      93   170.0    72.0           Left   \n",
       "2   07/01/2013           2021.0      92   174.0    68.0          Right   \n",
       "3   07/11/2014           2021.0      92   182.0    85.0          Right   \n",
       "4   07/01/2011           2021.0      92   193.0    92.0          Right   \n",
       "\n",
       "   Birth_Date  Age Preffered_Position        Work_Rate  Weak_foot  Skill_Moves  \n",
       "0  02/05/1985   32              LW/ST       High / Low          4            5  \n",
       "1  06/24/1987   29                 RW  Medium / Medium          4            4  \n",
       "2  02/05/1992   25                 LW    High / Medium          5            5  \n",
       "3  01/24/1987   30                 ST    High / Medium          4            4  \n",
       "4  03/27/1986   31                 GK  Medium / Medium          4            1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = pd.read_csv('soccer.csv', engine='python',encoding='utf8')  # 编码是utf8格式的\n",
    "df1.head()   # 显示前5条数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "206"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "age1 = df1[(df1['Age']>=17)&(df1['Age']<=26)]['Age'].count()   # 数出满足的人数\n",
    "age2 = df1[(df1['Age']>=27)&(df1['Age']<=36)]['Age'].count()\n",
    "age3 = df1[(df1['Age']>=37)&(df1['Age']<=47)]['Age'].count()\n",
    "age3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'不同年龄段人数统计')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(['17-26', '27-36', '37-47'], [age1, age2, age3], width=0.4)  # 设置宽度可以不要\n",
    "plt.ylabel('人数')\n",
    "plt.xlabel('年龄段')\n",
    "plt.title('不同年龄段人数统计')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 水平柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'不同技术等级人数统计')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1.groupby('Skill_Moves')['Skill_Moves'].count().plot.barh()\n",
    "plt.yticks(range(5), ['等级1','等级2','等级3','等级4','等级5'])   # 将y轴坐标改为等级\n",
    "plt.ylabel('')\n",
    "plt.title('不同技术等级人数统计')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 堆叠图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3JVkNnFhVbx9075q5fu9wE/CKqro1yT7A14HnV8N/sP6Dwn8CxwFXVNW/JPl94P1Vdcoge9eem7T9LmWK7Z7kL4Ebq+rSnd4vpvU7M0oenhqck4Erd7dAfyz0H4A3VNXdffmHwMp+ehy4dWAdao8l2Z/uzeLdVbV9Wx0HfHN3//mTvDPJ6/uHBwE/x20/b+xi+0253YETgDOSXAM8K8kn+nrLunOCexqzaKdPDpcA51XVf+xm+b+iOySxfVTetXSj936C7lDW/wKnVNW9g+xbM5fkdOADwHf70oV0Q91MVNXndrPeMrqRmx9F9yn1DLpx1S4GlgP7Aafu6nyYRmsX2+/9TLHdd/oZk98vPjCddUfJ0JAkNfPwlCSpmaEhSWpmaEiSmhkakqRmhoY0Q0keleTwaa6zeDfz9qqB7zQ/GRrSzL0a2OUV20me0I+C+sZJ5Q1JXrzTcmf2Y49tTLJfkhuSfCXJTwfUtzRjhoY0A/2otO8Dlia5IsmW/u8rk3y1X+wjwAPAmUnen+R3gEcDr+uvAN5uNfDyqnpRVf0a+HFVnQD8+xBfktTEsaekaeoHFvwscH5VfaivXV9VL5m0zBjdh7JldLf6/AzwNroBCX8JnJ/kbX1IPAj8cz+W0ZuBn+34MXkXcGlV/Wg4r07aPS/uk6YpyQrgDcBjgKf05RfQjXS6L3A5cAPdUPeH0o1+/ADdleLX0IXCPsCjq+oz/Xhjp1bVL5IcC/y0qn6Q5InA04BvbB8UUxo1Q0OaoSRXAydV1QP9nsbRk+atpAuWxcDfAacDnwcOAJ4MfG/7kOp9aDy6X3U93b0WrgUOA75YVecN5xVJU/PwlDRNSRb1k7sayXQfIMBv6AYevIXuBl339ussAV4BfHnSai+pql/0678WeBPwMcCbMWlOMTSk6VtDN4rx/wFf6O+j8tR+jwFgEd1exUnAp+n2IopuEMqDgRcCrwJIchTwJOATSZYDr6QbCO+jdHfw2z6YpTQnGBrSNE2+Ped2Sb6504nww+lCY3/gd+nOYXwFuAy4uaru6BddQhco76yq2/qT4b+iu43shiSHTFpWGjm/civNjqU7Pb4DuITu5kznAvtV1YN0YfDMJI8FqKrr6G4Re2+SJwBfozu5/nvATcDVSV42nJcgTc0T4dKQJVnUB4g07xgakqRmHp6SJDUzNCRJzQwNSVIzQ0OS1Oz/AQ//cacXRRcuAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "value1 = df1[(df1['Age']>=17)&(df1['Age']<=26)].groupby('Skill_Moves')['Skill_Moves'].count()    # 按技能分组后再计数\n",
    "value2 = df1[(df1['Age']>=27)&(df1['Age']<=36)].groupby('Skill_Moves')['Skill_Moves'].count()\n",
    "value3 = df1[(df1['Age']>=37)&(df1['Age']<=47)].groupby('Skill_Moves')['Skill_Moves'].count()\n",
    "li = [[0 for _ in range(3)]]+[list(map(lambda x: x[i], [list(value1), list(value2), list(value3)+[0]])) for i in range(5)]   # 切出各年龄段每一堆叠层次的人数，设置初始高度均为0\n",
    "color_ls = ['y', 'r', 'b', 'g', 'purple']\n",
    "for i in range(5):\n",
    "    plt.bar(['17-26', '27-36', '37-47'], li[i+1], width=0.4, bottom=list(map(lambda x: sum(x[:i]),[list(value1), list(value2), list(value3)+[0]])), color=color_ls[i])\n",
    "plt.xlabel('年龄段')\n",
    "plt.ylabel('人数')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda3_5.2.0\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1['Age'].hist(bins=30)   # 参数设置直方图的宽度\n",
    "plt.xlabel('年龄区间')\n",
    "plt.ylabel('频数')\n",
    "plt.title('年龄频数分布直方图')\n",
    "plt.grid('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda3_5.2.0\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = df1['Height'].value_counts()    # 对各个身高计数\n",
    "ls = sorted(zip(d.index,d),key=lambda x: x[0])   # 身高升序\n",
    "plt.plot(list(map(lambda x: x[0], ls)), list(map(lambda x: x[1], ls)))\n",
    "plt.xlabel('身高/cm')\n",
    "plt.ylabel('人数')\n",
    "plt.title('运动员身高频数分布直方图')\n",
    "plt.grid('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\anaconda3_5.2.0\\lib\\site-packages\\matplotlib\\cbook\\deprecation.py:107: MatplotlibDeprecationWarning: Passing one of 'on', 'true', 'off', 'false' as a boolean is deprecated; use an actual boolean (True/False) instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = df1['Weight'].value_counts()\n",
    "ls = sorted(zip(d.index,d),key=lambda x: x[0])  # 同理体重升序\n",
    "plt.plot(list(map(lambda x: x[0], ls)), list(map(lambda x: x[1], ls)))\n",
    "plt.xlabel('体重/kg')\n",
    "plt.ylabel('人数')\n",
    "plt.title('运动员体重频数分布直方图')\n",
    "plt.grid('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df1['Age'], df1['Rating'])\n",
    "plt.xlabel('年龄')\n",
    "plt.ylabel('评分')\n",
    "plt.title('运动员年龄与评分散点图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1['Preffered_Foot'].value_counts().plot.pie(labels=['右脚','左脚'],autopct='%.2f%%',figsize=(4, 4))   # 设置标签，百分比显示到2位小数\n",
    "plt.ylabel('')\n",
    "plt.title('不同惯用脚的运动员人数占比图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1['Skill_Moves'].value_counts().plot.pie(labels=['等级1','等级2','等级3','等级4','等级5'],radius=0.55,autopct='%.2f%%',figsize=(8,8),wedgeprops=dict(width=0.25,edgecolor='w'))\n",
    "plt.ylabel('')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1['year'] = pd.DataFrame(list(map(lambda x: int(x.split('/')[-1]), df1['Birth_Date'])))   # 只需要按年排，则只切出年份进行画图\n",
    "# df1['month'] = pd.DataFrame(list(map(lambda x: int(x.split('/')[0]), df1['Birth_Date'])))\n",
    "# df1['day'] = pd.DataFrame(list(map(lambda x: int(x.split('/')[1]), df1['Birth_Date'])))\n",
    "d = df1['year'].value_counts()   # 对各年份计数\n",
    "ls = sorted(zip(d.index,d),key=lambda x: x[0])   # 年份升序\n",
    "plt.plot(list(map(lambda x: x[0], ls)), list(map(lambda x: x[1], ls)), '--', label='出生人数')   # 设置虚线\n",
    "plt.xlabel('年份')\n",
    "plt.ylabel('出生人数')\n",
    "plt.title('不同年份出生球员数量趋势图')\n",
    "plt.legend()   # 显示图例\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "group_skill = df1.groupby('Skill_Moves')   # 按技能等级分组\n",
    "avg_rate = group_skill.aggregate({'Rating':np.mean}).sort_values('Rating')   # 按分数升序\n",
    "skill_rate = []\n",
    "for skill in avg_rate.index:\n",
    "    skill_rate.append(df1.Rating[df1.Skill_Moves == skill])\n",
    "plt.boxplot(x = skill_rate, \n",
    "             patch_artist=True,\n",
    "             labels = avg_rate.index,\n",
    "             boxprops = {'color':'black', 'facecolor':'steelblue'},\n",
    "             flierprops = {'marker':'o','markerfacecolor':'red', 'markersize':3}, \n",
    "             meanprops = {'marker':'D','markerfacecolor':'indianred', 'markersize':4},\n",
    "             medianprops = {'linestyle':'--','color':'orange'}) # 设置箱型图的各种参数\n",
    "plt.xticks(range(1,6),['等级一','等级二', '等级三','等级四','等级五'])\n",
    "plt.xlabel('技术等级')\n",
    "plt.ylabel('评分')\n",
    "plt.title('不同技术等级的运动员评分分布箱型图')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MzMys5JywmZmZmZWcEzYzMzOzknPCZmZmZlZyTtjMzMzMSs4Jm5mZmVnJOWEzMzMzKzknbGZmZmYl54TNzMzMrOScsJmZmZmVnBM2MzMzs5JzwmZmZmZWck7YzMzMzErOCZuZmZlZyTlhMzMzMys5J2xmZmZmJeeEzczMzKzknLCZmZmZlZwTNjMzM7OSc8JmZmZmVnJO2MzMzMxKzgmbmZmZWckNKDqA7vbQM/NoaW3rsf3PmjS+x/ZtZmZmVo9b2MzMzMxKzgmbmZmZWck5YTMzMzMrOSdsZmZmZiXnhM3MzMys5JywmZmZmZWcEzYzs+WQNELSTZJmSLo0l02RdI+kU6vW61SZmVlXOWEzM1u+TwHXRMQYYFVJXwb6R8TOwMaSNpN0YGfK6u1c0oScDM6YPXt2bx2TmTWQhknYJI2WdH/RcZhZn/QisKWk1YD1gY2A6/KyW4GxwLhOlr1FREyOiDERMWbUqFE9Eb+ZNbiGSdiA84DBRQdhZn3S74ANgeOAR4FBwDN52RxgNDCkk2VmZl3WEAmbpD2A14Dnio7FzPqkM4D/jIivA48Bn2TZCeRQUl36aifLzMy6rPSVh6RBwGlAawfrTJD0hKTZi+Z5/IeZdbsRwFaS+gM7ApNY1r25DTALmNnJMjOzLmuEm7+3ApdExEuS6q4QEZOByQArrb1Z9GJsZtY3fBO4gtQteg9wAXC3pHWAfYGdgOhkmZlZl5W+hQ3YEzhG0jRgW0mXFRyPmfUxETE9It4VEUMjYq+IeJl0QcG9wO4RMa+zZcUcgZk1utK3sEXEbpXnkqZFxOeKjMfMDCAi5rLsCtAulZmZdVUjtLAtFRHjio7BzMzMrLc1VMJmZmZm1hc5YTMzMzMrOSdsZmZmZiXnhM3MzMys5JywmZmZmZWcEzYzMzOzknPCZmZmZlZypZ84t6u2Wnc4MyaNLzoMMzMzs27jFjYzMzOzknPCZmZmZlZyTtjMzMzMSs4Jm5mZmVnJOWEzMzMzKzknbGZmZmYl54TNzMzMrOScsJmZmZmVnBM2MzMzs5JzwmZmZmZWck7YzMzMzErOCZuZmZlZyTXdzd/NzMx6Q0trW9EhtGvWpPFFh2DdzC1sZmZmZiXnhM3MzMys5JywmZmZmZWcEzYzMzOzknPCZmZmZlZyTtjMzMzMSs4Jm5mZmVnJOWEzMzMzKzknbGZmZmYl54TNzMzMrOScsJmZmZmVXNPdS/ShZ+aV+v5uVj6+556ZmZWdW9jMzMzMSs4Jm5lZJ0m6RNIH8/Mpku6RdGrV8k6VmZl1lRM2M7NOkLQrsFZE/FLSgUD/iNgZ2FjSZp0tK/AQzKyBOWEzM1sOSQOBHwKzJH0IGAdclxffCoztQlm9/U+QNEPSjNmzZ/fAEZhZo3PCZmZNS8mYdpZt1IVdHQ78GfgW8B7gGOCZvGwOMBoY0smyt4iIyRExJiLGjBo1qgthmVlf4YTNzJrdLySdL+lYSTsASHo38OMu7GM7YHJEPAdcDdwFDM7LhpLq0lc7WWZm1mWuPMysKUlSRATwV+BS4C/AvpLuAy4GPtaF3f0V2Dg/HwO0sKx7cxtgFjCzk2VmZl3WdPOwmZllN0t6FRgObAq8m5Rs3Qi8CxgFPN3JfU0BLpd0CDCQNDbtRknrAPsCOwEB3N2JMjOzLmuYhE3S6qQK9/6IeKHoeMys9D4KbAgcC3wd+CfwoYhYLKmFlIC9P7fCdSgiXqGmRU7SOGAv4FsRMa8rZWZmXdUQCZukEcCvgDbgfEl7RIQvpTKzjhwNbAa8ADwIXAj8Q9I1wJbAyZ1J1toTEXNZdgVol8rMzLqqUcawbQ2cGBHnAL8Gti84HjMrv2GkLsldgEGkE9T/Ax4gjUF7pLDIzMy6qCEStoi4MyLulbQb6ZL6e6qX5zmMnpA0e9E8N7yZGQC3A/8gXeH5OPAR0sD/D5Cm5/hqcaGZmXVNQyRskK74Ag4G5gILq5flOYw2i4hRA4Z7DiMzA2B3YAHpitB3AFeRrva8NyKuAjaR1DB1oJn1bQ0xhg0gjzU5RtJZwAHA1IJDMrMSi4gzJA0hXSW6mFTfnRoRf5A0CvhORCwpNEgzs05qiIRN0snAPyPif4DVgJcKDsnMGkBEvAa8VlVUuevAeaTu0nvespGZWQk1SnfAZOBTku4C+pPuyWdm1mWSjiPNy/aNomMxM+ushmhhy5fF71V0HGbWuCSNBM4FVgc+EBELCg7JzKzTGiJhMzPrinwxwadJ9/JcFdgRWBe4NCJuLDA0M7O3xQmbmTWjQcAmwCLSTdfXJ41/XbfqHqNmZg3DCZuZNZ2ImA+cUl0maRhwHOnengdFxPOFBGdm9jY0ykUHZmYrJCJejoizgS+Tbgy/WtExmZl1lhM2M+tTIuIPpDsdXFJ0LGZmneUuUTPrcyLiWkn3Fx2HmVlnuYXNzPqkiHi86BjMzDqr6VrYtlp3ODMmjS86DDMzM7Nu4xY2MzMzs5JzwmZmZmZWck7YzMzMzErOCZuZmZlZyTlhMzMzMys5J2xmZmZmJeeEzczMzKzknLCZmZmZlZwTNjMzM7OSc8JmZmZmVnJO2MzMzMxKzgmbmZmZWck5YTMzMzMrOSdsZmZmZiXnhM3MzMys5JywmZmZmZWcEzYzMzOzknPCZmZmZlZyTtjMzMzMSs4Jm5mZmVnJOWEzM+skSaMl3Z+fT5F0j6RTq5Z3qszMrKucsJmZdd55wGBJBwL9I2JnYGNJm3W2rMDYzayBOWEzM+sESXsArwHPAeOA6/KiW4GxXSirt+8JkmZImjF79uweiN7MGt2AogPobg89M4+W1raiwzCzFTBr0viiQ3gTSYOA04CPAD8HhgDP5MVzgO27UPYWETEZmAwwZsyY6P4jMLNG5xY2M7PlawUuiYiX8utXgcH5+VBSXdrZMjOzLnPlYWa2fHsCx0iaBmwLfJBl3ZvbALOAmZ0sMzPrsqbrEjUz624RsVvleU7aDgDulrQOsC+wExCdLDMz6zK3sJmZdUFEjIuIl0kXFNwL7B4R8zpbVkzUZtbo3MJmZvY2RMRcll0B2qUyM7OucgubmZmZWck5YTMzMzMrOSdsZmZmZiXnhM3MzMys5BriogNJw4Frgf6kW8McHBELio3KzMzMrHc0SgvbocD5EbE36T5+Hyg4HjMzM7Ne0xAtbBFxSdXLUcC/iorFzMzMrLc1SgsbAJJ2BkZExL015RMkPSFp9qJ5swuKzszMzKxnNEzCJml14LvAkbXLImJyRGwWEaMGDB/V+8GZmZmZ9aCGSNgkDQKuB74SEU8WHY+ZmZlZb2qIhA34LLA9cIqkaZIOLjogMzMzs97SKBcdfB/4ftFxmJmZmRWhUVrYzMzMzPosJ2xmZmZmJeeEzczMzKzknLCZmZmZlZwTNjMzM7OSc8JmZmZmVnJO2MzMzMxKriHmYeuKrdYdzoxJ44sOw8zMzKzbuIXNzMzMrOScsJmZmZmVnBM2MzMzs5JzwmZmZmZWck7YzMzMzErOCZuZmZlZyTlhMzMzMys5J2xmZmZmJeeEzczMzKzknLCZmZmZlZwTNjMzM7OSc8JmZmZmVnJO2MzMzMxKzgmbmZmZWck5YTMzMzMrOSdsZmbLIWm4pJsl3SrpZ5IGSZoi6R5Jp1at16kyM7OucsJmZrZ8hwLnR8TewHPAIUD/iNgZ2FjSZpIO7ExZYUdgZg1tQNEBmJmVXURcUvVyFHAYcGF+fSswFtgOuK4TZU/U7l/SBGACwAYbbNDN0ZtZM3ALm5lZJ0naGRgBPAU8k4vnAKOBIZ0se4uImBwRYyJizKhRo3ooejNrZE7YzMw6QdLqwHeBI4FXgcF50VBSXdrZMjOzLnPlYWa2HJIGAdcDX4mIJ4GZpO5NgG2AWV0oMzPrMo9hMzNbvs8C2wOnSDoFuAL4lKR1gH2BnYAA7u5EmZlZl7mFzcxsOSLi+xExIiLG5ceVwDjgXmD3iJgXES93pqyYIzCzRucWNjOztyEi5rLsCtAulZmZdVXTJWwPPTOPlta2osPoVrMmjS86BDMzMyuQu0TNzMzMSs4Jm5mZmVnJOWEzMzMzKzknbGZmZmYl54TNzMzMrOScsJmZmZmVnBM2MzMzs5JzwmZmZmZWck7YzMzMzEquYRI2SaMl3V10HGZmZma9rSESNkkjgCuBIUXHYmZmZtbbGiJhAxYDBwMv11soaYKkJyTNXjRvdu9GZmZmZtbDGiJhi4iXI2JeB8snR8RmETFqwPBRvRmamZmZWY9riITNzMzMrC9zwmZmZmZWck7YzMzMzEquoRK2iBhXdAxmZmZmva2hEjYzMzOzvsgJm5mZmVnJOWEzMzMzKzknbGZmZmYl54TNzMzMrOScsJmZmZmV3ICiA+huW607nBmTxhcdhpmZmVm3cQubmZmZWck5YTMzMzMrOSdsZmZmZiXnhM3MzMys5JywmZmZmZWcEzYzMzOzknPCZmZmZlZyTTcPm5mZmTW/lta2okNo16wemA/WLWxmZmZmJeeEzczMzKzknLCZmfUwSVMk3SPp1KJjMbPG5ITNzKwHSToQ6B8ROwMbS9qs6JjMrPEoIoqOoVtJegV4vOg4utlI4IWig+hGPp5ya8Tj2TAiRhUdRD2SvgPcEhE3SToEGBwRV9SsMwGYkF++g2LqsEb8f28m/vyLV9T/Qafqr2a8SvTxiBhTdBDdSdKMZjomH0+5NdvxlMAQ4Jn8fA6wfe0KETEZmNybQdXy/3ux/PkXr+z/B+4SNTPrWa8Cg/PzobjeNbO3wRWHmVnPmgmMzc+3AWYVF4qZNapm7BIttFuhhzTbMfl4yq3ZjqdoPwfulrQOsC+wU8HxtMf/78Xy51+8Uv8fNN1FB2ZmZSNpBLAXcFdEPFd0PGbWeJywmZmZmZWcx7CZmZmViKTVJe0laWTRsTSyZvscmypha7TZxCUNl3SzpFsl/UzSoHrH0NmyspA0WtL9+XkzHM8lkj6Ynzf08UgaIekmSTMkXZrLGvqYrGP5+3h3fn6mpGn58Zikr7SzzQZ5nTskTZakqmW/lLRtb8XfqOrU78dXffYPVL5/dbYbAfwKeA/wW0mjqpYtrYusY3U+x9M68/lXbV/9OzaxK9v2lKZJ2Bp0NvFDgfMjYm/gOeAQao6h3nE1wLGeBwzubOxlPh5JuwJrRcQvm+F4gE8B1+S5hlaV9GUa/5isHflH60rSXHBExBkRMS4ixgEPA//TzqafByZGxB7A+sBWeX+HAn+LiAd6OvYmUFu//6Pqs78b+GE7220NnBgR5wC/Js/bV10X9XjkzaH2c5zeyc+/4jzydDwR8f0ubtsjmiZhA8YB1+Xnt7LsMvrSiohLIuK2/HIUcBhvPYZxnSwrBUl7AK+RKqhxNPDxSBpI+mLOkvQhGvx4sheBLSWtRvoh3ojGPyZr32LgYODl6kJJOwBPR8Qz9TaKiFMi4tH8cg3gBUmrA98G5kravQdjbgp16vd/AUhaFxgdETPa2e7OiLhX0m6k1qF76tRFthz1PkdY/uef16n+HasuX+62PamZErba2cRHFxhLl0jaGRgBPMVbj6HecZXyWCUNAk4DWnNRZ2Mv5fEAhwN/Br5F+sIfQ2MfD8DvgA2B44BHgUE0/jFZOyLi5YiYV2fR8cB3AST9oqq7Z5rSbbLIyw4GHomIZ4EvAtcDlwKHSzqgFw6h4VXq94i4NxcdA3w/L7u05rM/PZeLlGjPBRZSUxdJ+kJvH0cjqvM5wnI+/zq/Y9WWbluEZpqHrSFnE89nrd8FDgJO5K3HUO+4ynqsrcAlEfFSHvLS2djLejzbAZMj4jlJVwO70NjHA3AG8J8R8bKkE4FzWNa836jHZF2QW1fXjIi/AURE3RYbSRsDJwF75qLtgJPy9+E60jQlN/ZCyA2rpn5HUj9gd+AUgIj4fL3tIk3fcIyks4ADeGtddE7er3Wg9nOUdD3L+fxz0lz9O1Ypf9P/XRGaqdJtuNnEcyZ/PfCViHiS+sfQ2bIy2JP05ZgGbAt8kMY+nr8CG+fnY4AWGvt4ILXkbiWpP7AjMInGPybrmg8BN3W0Qh779r/AkVUtdLXfhyd7LMImUKd+B9gV+GN0MJ+WpJMlHZ5frga8hD/7Lmu41I8UAAAgAElEQVTnc1zu50/N75iky3J5Z7btUU0zD5ukYaTBgL8hzybeTldAaUiaCHwD+L9cdAWplW3pMQBBzXHVKyvbseY/9gPoROz1yspwPJJWBS4ndf8NJF0UciMNejwAkt5D+jvbkDSm4yAa+P/IOkfStDxgGkk/Bs6LiPs6WP9cUjfc47noDOAJ4DJgOPBv4MCIeKUn425kder375NOdmZExA0dbDeCNF50JdKFIceQWrWr66KPtjf+0JJ2PsdzWM7nX7OP6u/NN7qybU9omoQNmmM28XrH0NmyMvLxlPt4oDmPycys2TRVwmZmZmbWjJppDJuZmZlZU3LCZmZmZlZyTtisIUkanK90NDMrHUkrSdqki9sM7mBZU9wP094+J2zWqE4DPlNbKOnrknaXdI6kVkmrSvq1kzsz62WfpIO50iStp3Rj8uq5wKZI+kDNesdJuhm4TtJASY9Iul3S8z0Ut5WUEzZrVItIk7kuJWko6RY8OwNrApuRpq94LSIWS+qXJz80M+sxSjdsPxsYKulXkmbmf2+S9Nu82vmkeuy4fIK5CrAy8Kmaempf4CMRsUdELASeiog9gT/14iFZCfjHyxrVUGDVmrLhpPsefgXYHHgBOBbYVNJdwNOkSSfNzHpEvu/nNcB3I2K3iNgfWBgR+0fEfhGxe07o+pEmsp5MSt5OIN11ZArw3bwfSPeDbZN0h6QtSPcDzm+l1q52u1rj8rQe1pAk3UK6efXnqsrWAi4gTfb5DmABsDVwOmmm8M9HxAkFhGtmfYSkFuBIYBiwaS5+L2mi6gGkybcfAbYC1iH1CiwiTao7jZSQ9QNWjoirJf2KNFHufEljgecj4glJ6wPvAv4QES/3ztFZkdzCZg1H0nDSrUbWlbRm1aIBwJmkmcDPJyVv/wTeDWwA/L2XQzWzPiYiZkXE6aSTxQ/nFrbHc+va3hFxMenWUmuS6qpfkm579yNSsrYRMC8irq7a7a8k3U5K8H6T7yf6Y2BLJ2t9RzPd/N36juOAq4BnSPfCPDKXb0gaN7IZ6Wx1W1LlV7mVyM29G6aZ9TVVFzjV7b7K49MELCEN0fgHMAR4JW8zhHTLuNuqNts/Iubn7Q8D/hO4kJTsWR/hhM0aiqRdSINwd80XEnxG0vERcVFE/F7SdaR7X94MPBIRCyXdB3wY+HqBoZtZ3zAB+BDwOvBzSQDvyF2bAP2BnwF7k048VyYlasOB1YHdSPctRtL2pN6ByySNBj5Guj/mBcBaEVG516v1AU7YrGFIOgRoBfaLiMW5+FPALZLGACcBPwBeA04FnpS0EWmcxxvA9sCMXg/czPqMiPg+6UbvS0n6Y+4arbzehJSwDSJ1jfYDbgd+Quo+fSGvOoSUzJ0cEc8oZX8LgENJU4CMrFrXmpzHsFlDkLQ5qZXs/RHxbKU8j9/Yg9StsCnwv6QrRHcijWe7gtRt+lHge76iyswKMLTm9QukMWi3klr+B+aT0EOBrSWtARARdwP/Al6RtB5wJ6meWxt4DLhD0gG9cwhWNF8lak1F0oCIWJSfC+hXaY2TpPAfvJmVmKT+VT0IZks5YTMzMzMrOXeJmpmZmZWcEzYzMzOzknPCZmZmZlZyTtisV0ka7Buwm1mjyhcz1ZZ5iizrcf7hbCKSVq5XmdSsM2BFEiZJx0r63PLXXLr+vZKqb9J+GHD5crZZqxP7HSxper5vX3X5FEm7trPNnvn+e10m6YSOLp/Pn8vK+QbNW0n6L0nDJF0qabd2thkraUjV65Vy/APrrLubpC/UKb9O0t5v55jMukNP1zuSem1yWElrS/rEclbbSdJtNWV35klua/e3Vr7R+4rGtaakHVd0P3X22+31Ws32MySN62JMCySt3JVt+gqfFTSXx4E3JC3Jr/sDmwB/qVpnEHCQpKmkmxMvamdf/YHXIqJy82LyPEDfAD5Su3I+w+wfEW/k158FfgEszDENjIiFwDhgnKRh1ffAk7Q7aQ6id5HmF/qMpN/lGIcAUyPiq3ldke4Vui5p0tx/kybG/SXwcWBzSasD84BrI+LC/GNxHvCJXIFcmPf9LOl+fv0iYod2P9k06e4bHSwfQJqsd1GO95CI+G9JewDn1vm8hpBmLN9X0sOkK7bfkPQK8E7gQUmDgIV5KpJHSLOdz46Ia6t2tSA/zIrSo/UO8GrliaTngUdJt597Lu9ndmVS2nxy+ALwUN5kNKlh4p/5dQtwTERMzev/BlgDWI90O6gXgA8C/yvpa0BlstvPR8TM/Hwr4PdVMa0GjATur3M87wG+muuBscBFwHzSban6k+qK90TE3Lyvpd/5XKcq15v/AZwG7FP7BpJ+Rrpv6Ss1i4YCz0ZER4lVt9ZrdaxHB3mGpB+Sbl5/RVXxAtLvRr3178v766jOWz8iRncitobjhK2JRMSG1a8lHQuMiYhP164rqZI8/S1XCNXLBpC+aL+oKbsKeB44TdJppPvgPUyqgAaSEq3P5k32JN0LbwlwE3CDpGuB3YErSYnfsVVvuxPwWERUt94J2Ctvs3lV+TtJFeQWwC7A+qQKZQypIn8eaANOiYhKJfoZUkL3GqnC3QeYEhH7S9qPNLFuRxYBdedGymeDz5JmJB9B+lzvymegQyPi73m9lSoJLfAF0mzor5BuQ3Ns3s9AYExusFgJOBB4KiJelPRR4AJJUz2fnJVFT9U7+fXqQEhaG5hCShoGkL4nkBLB90j6er7h+gLgnxExJu/jJGDliDg7v/4Rb04G3gA+QJpcex1gPOmE79OkyWlPAj6d3wdJvwR2AF6X9GHSvYuHAasBT+Tv7VoRMTR/NjdKehewVUTcSqq7OvJTYB1JkY/xR6TbUC2iKnGt8QYpCb2l5vMcR0q2OtLd9Vo9l+eT6qW7Bi6PiHOpn5wtqpo7c2Pg3RFxfV62EDgwImYp3abwNNKdbyKvPwCYtZxjblhO2JqU0i2ZvgHsLdWdMLby+rFciVYbSDrLrHwJBFwKrEWqiOfl8gdIZ1yzat57GKmCW5l0dnsQqWI4k1Tpngn8RtJJEXFe3mwhcIykj5OSwC+RZvSenZfvm8/gL4qIPyvdpmo6qRIL0pnzIlIS1w9YlXT3A5RuW3UK6bZWFwO35GOsnKXtTppxvCOrk+71V88g0v3/3kNKGh8F5gATgX6SZpDuB/iKpG2B7fKy/yS1sl0WETtLmgSsFBFflLRGRLxY/SYR8aCkPZ2sWVl1Z71DSm6+lp9fBRwPfCsixku6g3S/zt1JJ21nVe1/rdw6D6kVvp+kD+TXmwE/r3rPJVXPF5Ba2P5NOumrjr3yfBNg84h4SdLZpHrmCGC3yn09Jf3tTQcc8U1J6ykNaVhUs99+wOuVFqaI+GD1tpLeIWkKqe7ZWtLFpF6I0yKicozzgHNzPNUGklo/O9Jt9VpE1LbwVRwZEbdXHVM/UusivPmzoGqdIcBxwDHAd6sWLczLhwM/JN2v9U9Kd8I5mfQ71V7rbcNzwtaEJA0lJQKvkf54r5d0dUT8vHbdiKh7qya9eWzYcFLidDapC7JyNrUpMFXSImAVYGJE3EuqQP8f6SbID5Eq3UWke+d9FriEVDFfL+nBfOYJKRm7ML//GcDPImKJpPtJf6sH5xjIZ2Dvror3a8BLle1rvAbcQGqtW5XUsrUJqQULUqW/n6QdIuJL9T4PUiL473aWvQ78nfTjMB94CZibP4eLI+Ks3Lr47Yh4JXd7XgB8nlShXi7pi8AaEXGUpHVJCe0nIuJ+SScAnyNVrkdKOiV/3gFsBOyQ97kScE5Nl6lZr+iBemdz4M/AhsAfSPXHDpKmkbryfkm6D+elVa11S4DnImJs3l+9FrZq/UgncOuR7kP8CLB1RNws6UN1QlxS8/p96XDedBP2Jfm91gLuJtUJU4AXSa1Z3yO1fM3J718ZRnIMcDipBaqyn39HxB65C/KwiDhW0nVUtUpFxOfrxNlZ3VavdfYNI2IJb/4cvyPpXFIXbqXX5UHSbQa3jog5NbvoT/q/n0P6fO8l1Y/fp8nH5TthazJK96D7Bens4+O5uJV0z7nVI+LymvU3A6ay7AtUaRFbeuYTES8Brfks9fFKV0duYTu4toUtIm6R9DHSGdJvSV+mccAHI+JJSfuSKoAP1J6B57OvAaSbIG8oaWxedDzwUE7gziBV3tVn6OsBiyR9hGWtZ4OBH0fERZLOBG4GPpHHh7QAe0naICLGSDqS1M1a7zPdMO/zXZJGR8TzNausRzoz/zLpvoBnkO57OpBlSeUGwN/y53O/pBdIlfP7SONszgeekzST1LLwU+DHkrbKSeiF+cdmSUQsvahC0tWkFrpp9WI36w09Ue+QkrGZwL7A2RGxgHSi05H+y1leb/1Kl+jHgHcA/XNLVmdMJ40tnRIRleEgSwAi4jlgM0mtpJPJq5TuZfyXiPiepAmksbnz8vrfI93v+Frgqohoq3qfkaQ6BtJJ56uw9B7LDwH/10582wBbRMQTtQu6u15bAcdFxNVVcX2XlKi91s76i0lDSl4AfgecAIzPvw1O2KwxKF1FdDVwbkRclrsXiYi/Kl1JeKfS4P9LqzYbAMyJiD3zPm4nfSHq/eHXnl12ZAtSc/p8UsU7Gjgxn3UG8ADpDOqsqm2+ROpemElK2C4ntcYtIJ2RbpyP50xSt2q9z6AFuD3yoGUlqwM3kroOWiX9nNQ6eBep++Yw4ID29klqKbyG1Mp4Gm8eewep5euLeft+pLO/haQz0WmSRgCrVs4U84/bbfm4ppHG+I0idddekN/rKGBw5PuiVunK/4FZj+upeicnMEg6NSdrSJpPalGpGAH8OSIqV3auBKydu+sgX3SgNN4M0tCJ6ha/oSxrYdufdBL1JOnk7uh2DvluSYtJQ0RaI+J3ks6TtE9E/Ho5H9fxpOQH0gnlRaQxcuTjW410AcHNkq4CTo+If5BO4iqJ0TCWjWebD7xYNWbvvaQLqO7Or18gtZTV0631Wn6/w4DJpB4WSK1yF2vZRcSbkpKxP7f7CQEdJGuQxix/LT//MekCkM9LmlznGJqKE7YmIWkdUoLz2Yi4q3Z5RDwmaTzwxfyHXVHvb2AgVQNRlabxmJjLh+UuCUhfvmtzJSpS5XdhRFxFSkaOII0jOxD4F3Bi3sdQUlP2RTXv++1IV3QOiogFufXoEdLVYHdGxL+qYroQ2Jm3DlhdCVhX0h9Jg48/nCvX+0mJ4J/zPo/Pj/MlHQ2sF8suUFhK0qakSnx7UtfBA5J2q/6MI2Jmbgn8PbAj6YKG/SLidUk3kH4g7qja7UvA9cCfSE3/T0XEYkkjSd0mlf3OrY0nx3QoqeXQY9msUD1Z77RjTkSMy0MIbiL9eB9etXxd4N6IeF+Ob3ldoitHxLa5fGVgW1KydiHpKtd+pASp+ru2a9UYtopvA4dLupN2Lg7In8MhwNOS3p9j/ZikKyLizrzal4Dv5NaiPwDnAJ8kXZR1TF5naQtbHR8nnZjeXf3WdWLpiXoNUgI5PSLGtfMZPEc7XbCS+pMu3liep3LszwKfIp10TyYNMZnfie0blhO2JhERz0rasqMf8YiYQZo6g6oznoXAyNy9WdGPqoozIi4DLqvdn9q56CBbjfTF+hJpcP0A0pnZ2bn83MjTeihdFPB+YD1JB5GSu4NIrWs/IZ0hHldzLCfkL/gNwFGVZK6qha16zqIBpKbzHUlf6t/mfTySK/6HSZVi7fGtmfffGhGzc9kE0tic/SPiT1WrrwPMIJ2tbw6cnstvIHW3LG1JzOPvTpO0Cqm75xOSriSNq1vavSBpaETUVszHkxLeG2j/zNmsV/RkvdOOAUo7OQ64gpSwDa5aviPpxGy5lK6CrP4OnQhsmf/dKMd4GKlb8S9v2cGb/YzUir8a8HKd5SuTuvD+h3QCeg/pasarSa1+d+bu0q8Aj0s6ilQPbiNpf2B45KsyeXPC1o+UuFSGk7yfdPHWFrkV6wGWXVFbOe4eqddWhNJccN8E/rvOso8Dv4qIf5OTz4h4RtLJpN+Jn5JO6OcpT4XSHTGVUkT40aQPUnfbju0se4R0tVN7274DeGA5+38Q2LidZX8hJWsXkM7CzszlHyNVaKtXrbsl6Sqwr1SV9SdNtfEX4K/AfsAqdd7nc6SLFSDNp7Q/8GjNOhuRkr/xpDPoB0nJ0Sak7pXvk1redqnaZlfSBQFfqvOeHycNrD6NdHk7pEpiT9Lg6CNJZ+gHAvflz+HvpDPzyr7vI1W0V5KStuuAk/PyJ0iV8mTgk1Xvewcp2VylquxqYFzRf2t++FF5dHe9Azxc9XwCKam5lPRjPRX4WNXym4H3Vr3+CvC1/HwbUsvT3vn1+LyfnUhJ3gHAJnnZKnnZnjWxPE4aM/YAKfE6Kpf3IyVlRwA/rCo7jtQ9+BTpxHVUnWNehdTSB/Demu/3lqTegbG5TtiSdFFF7T6GkxLY60lXd96V67nPAAOr1uuxei2v/1FSC9pj7TwWAS1V699KunjgVmDnXPYiaWoUSHX0AmBkfj29Zvs1Sd22B+bXA4Bniv4O9Nh3q+gA/OjB/9zUlL1rO8uepp2KkzSg/0XgvOXs//F6+8hf8kNJXZbr5i/8N6qWTyRd2VW9zSnAl/Pz/fMX82uksV1bkLpd/ln7fvm9+uXnJ+RjPqKDmI8gXaZ+HClZG5vLdyQlStuRxqY8AXy4g/2MIf04rEOqcH9LSk4rFc1hwO3Af+TX40jj1oaQWsj2IU00DOmy9V+RK1ZSpft30hn46Kr33J9ckVaVXQfsU/Tfmh9+VB7dXe/k78IAUgL1CKkVZlBeti8peRpLGod2W822BwAH5effIl2huUp+PYE0Cfgu+blqtv0R6cKo6rLPkabegZQAVr7fa5Nanb4MDMtlGwN3ksbRjcxxPwA8QzpZm01KbpYmJHU+kx8AR+fnx5ISyyPz69GkJO0u0ri7L1fqlLx821yv/CPXUz1ar+XXhwLTOtj/c8C7ql4fWecz/gbpBPqx/O/JVcvuy2UPdPB4vujvQE89lD8Es6WkuvMndfd7VO580JVtui2uyji59mLqjc+g6n1HAi/XxmPWlyzvO6c0ieo/I+L1mvK3fJebhaR+kabBaG/5BNKQjj9Gnmy2zjrvjnyXht6s13pCvmDrpfaOtdk5YTMzMzMruaaes8TMzMysGTTdVaIjR46MlpaWosMws140c+bMFyJiVNFxmJn1lKZL2FpaWpgxY8byVzSzpiHpyaJjMDPrSe4SNTMzMys5J2xmZmZmJeeEzczMzKzkmm4Mm5m9fQsXLuTpp59m/vxy3pJv5ZVXZr311mPgwIHLX9nMrIk4YTOzpZ5++mlWXXVVWlpaqu/7WAoRwYsvvsjTTz/NRhttVHQ4Zma9yl2iZrbU/PnzWWONNUqXrEG6cfgaa6xR2tY/M7Oe5ITNzN6kjMlaRZljMzPrSe4SNbN2TZvWvQnSuHG+FZ6Z2dvhFjYzK53nn3+eXXfdtegwzMxKwwmbmZXK3LlzOeKII3jttdeKDsXMrDT6fJeoziznmJg4w11H1jf179+fqVOn8qEPfajoUMzMSqPPJ2xmVi7Dhg0rOgQzs9Jxl6iZmZlZyTlhMzMzMys5d4maWbs8DYeZWTm4hc3MSmnatGlFh2BmVhpO2MzMzMxKzgmbmZmZWck5YTMzMzMrOSdsZmZmZiXnq0TNrH3q5juBhK86NTN7O5ywmVlpzJs3j0MOOYTFixczZMgQpk6dyqBBg4oOy8yscE7YvlbSM/4zig7ArPddc801nHjiiey1115MnDiRW265hQMOOKDosMzMCtdjCZuk0cBPImJXSQOBG4DVgSkRcfmKlPVUzGZWrKOPPnrp89mzZ7PmmmsWGI1Z17W0tg0H3glsAIwC1qz6t/J8DWAQ0J80lrx/1UPAEuBV4JX8eAl4EXghP54C/gr8DfjHrEnj3+ido7Mi9UjCJmkEcCUwJBd9AZgZEV+TdJOk64Gj3m5ZRLzSE3GbWTncc889zJ07l5122qnoUMzqamltWwfYgpScbZ7/fSewVjfsvh8wLD+WZ0lLa9szpOTtb8DjwAzgT7MmjX+1G2KxkuipFrbFwMHAL/LrcUBrfn4XMGYFy35b/WaSJgATADbYYIPuOwoz63Vz5szhC1/4Aj/96U+LDsUMgJbWtgGk355dgJ3zY91Cg1qmH7B+foyrKl/S0tr2KPBHYHr+9+FZk8Yv6vUIrVv0SMIWES8DaNkVZkOAZ/LzOcDoFSyrfb/JwGSAMWPGlHRQmpktz4IFC/jYxz7GN7/5TTbccMOiw7E+rKW17d3AB4D3kRK1IR1vUTr9gHflx5G57N8trW13Am1A26xJ42cVFJu9Db110cGrwGBgHjA0v16RMjPrDb08DceUKVO47777OOecczjnnHOYOHEiBx98cK/GYH1TbkXbDfgI8CFSi1WzWQXYNz8uzi1wbcBNwO9mTRq/sMjgrGO9lbDNBMYCPwG2Ae5dwTIza0ITJ05k4sSJRYdhfURLa9tgYB9SkrY/6eK2vqQy7u4k4OWW1rZfAdcAt7rrtHx6K2G7ErhJ0q6kQZp/JHVzvt0yMzOzt6WltW1b0rjnQ+ncwP6+YBjwyfz4V0tr27XAFbMmjX+g2LCsQtFLXR6S1iG1lP06IuataFl7xowZEzNmzOhCXG/jYHqBJ4S3Ijz66KO8853vLDqMDtWLUdLMiBhTUEjWAFpa24YCnyAlav5b6bz7gCnANbMmje/w99d6Vq9NnBsRzwLXdVeZmZnZ8uTWtKNJydrQgsNpRNvnx7ktrW0/BC6YNWn8UwXH1Cf5TgdmZtZ0WlrbdgJOA/YrOpYmMRT4InBsS2vbVOBbsyaNf6jgmPoUJ2xm1q4i7v0+Z84cZs6cyXbbbcfIkSO7NwBrei2tbeOAU4H3FxxKsxoIHAYc1tLadgspcfvtcraxbtCv6ADMzCrmzp3L/vvvz/Tp09l9992ZPXt20SFZg2hpbdunpbXtbtLE6k7WescHgDtaWtvubmlt27HoYJqdW9jMrDQefPBBzj//fHbaaSfmzp3Lfffdxz777FN0WFZiLa1tOwAXAO8tOpY+bCxwb0tr23VA66xJ4/9RdEDNyAmbmZXG+973PgDuuusupk+fzumnn15wRFZWLa1t6wHfJE3NUdLr/fucjwMfbmltuxg4e9ak8XOLDqiZOGEzs1KJCKZOncqIESMYOHBg0eFYybS0tg0iTfR6CmnmfiuXQcCJwGdaWtvOAr7rSXi7h8ewmVmpSOJ73/seW2+9NTfeeGPR4ViJtLS27QM8DJyDk7WyGwGcD0zPU6vYCnILm5mVxrnnnsvaa6/N4YcfzksvvcRqq61WdEhWAi2tbcOA7wBHFB2Lddl2wJ9aWtu+BXx91qTxbxQdUKNyC5uZtSuiex/LM2HCBK666ip22203Fi9ezN57793zB2ml1tLatjvwEE7WGtkA4KvA/Xl+PHsb3MJmZqUxYsQIbrvttqLDsBLIN2b/JnAcvqigWbwT+H1La9tFwKmzJo3/d9EBNRK3sJmZWankqTruA47HyVqz6Ue6Y8KfWlrbtig6mEbihM3MzEqjpbXtJOAPwOZFx2I9agtS0vbpogNpFO4SNTOzwrW0tq0CXEa6Sbv1DasAV7S0tu0GHD1r0vj5RQdUZm5hMzOzQrW0trUAv8fJWl/1GeB3La1tGxYdSJm5hc3M2qUzu3f4UJzRiUtFrVdJ+hZwRUQ8WlM+C3geuAOYDBwVEV+V9GugP3BhRPxqRd+/pbVtD+A6YI0V3Zc1tHcDM1ta2w6aNWn8nUUHU0ZuYTOz0nn++efZbrvtig6jKUnqL2lgfi7gQOBvNcv7AdOBY3LxUcBYSbsCi4AfAKNWNJaW1rYTgFtxsmbJGsCvW1rbPl50IGXkFjYzK52TTjqJ119/vegwmtU+wFclLQJGkm4ldGvK3YD0u3AysCS/DuAF4BVgXn5N1b9d1tLaJuBC0pQdZtVWAq5taW1be9ak8RcVHUyZOGEzs1K54447GDJkCGuttVbRoTSliLgJuAlA0v8AF0fE9Nr1JF0OfA+4DbgZ2AB4YkXfv6W1rT8wBU+Ea+0TcGFLa9t6wJdnTRrvsRS4S9TMSmTBggWcddZZTJo0qehQmp70/9u79/i4yjqP459f2zQpTe8NvcNQYBHlbkBAwKDAUgdBQEVEXFQWRRR96a4MC0JQkJHFywqC3GQVQQEv3AYEulBApWKAUsCKbemAtBR6Y3pvc/ntH2dK05I0k3RmnjOZ7/v1yquTM3My35kQ8s1zznkeOwX4KPADM/tjp4/D8w+ZQ3RINAGcD4wHjt2e50ykMrXAb1BZk8L8B3BLIpWpCR0kDlTYRCQ20uk0X/rSl7SGaInly9oPgSvc/bBNH8AfgXozGwQcSDTCNg9YAjwLvNzX50ykMvVAhqgkihTqNCCTX/miqqmwiUhsTJ8+nZ/85Cc0NTUxa9YszjzzzNCR+h0zO4Fo+oyvd/MQJzr8+WuiEbYGoAnYi+jcNgM+Caws9DkTqcxoYDrwob7mlqp2NHBXfoS2apkXsiJzBWlsbPSWlpaCH28xXfSkn31bpELMmTOHPffcM3QMAJqampgxY8Y7tneV0cyedvfGMkXrF8zsOOBaYGGnzVOAzwOT85+vIfpluQj4BdHqA18Afgw87O4d9CCRyowEHgX2K1p4qVb3AB/LppOtoYOEoBE2EYmlrsqaFFUdcJ27H7zpA7iF6Cq9nYhK1j7AZe5+obv/w93vAerd/cECy9pQosOgKmtSDMcDv8xfuFJ1dJWoiEgVcvffdLEtlb95d/7f87t4zAcK+fr5w1d3AYf2NaNIFz4BrE+kMmdU29WjGmETEZGiSqQyA4hG644KnUX6pc8QTd5cVVTYRESk2H4EfDx0COnXzkqkMt8KHaKcVNhERKRoEqnMN4GvhM4hVeGSRCpzUugQ5aJz2ESkW5fYJX4I3dEAACAASURBVEX9ehf7xUX9ehIviVTmWODy0Dmkahjwi0Qq83I2nZwVOkypaYRNRGKjra2NnXbaiaamJpqamnj++edDR5ICJVKZqcBt6PeKlNdQ4O5EKrNj6CClph8sEYmN2bNnc+qppzJjxgxmzJjB3nvvHTqSFCA/C/3vgFGhs0hV2gn4fSKVGRw6SCmpsIlIbMycOZP77ruPgw46iM9//vO0tbWFjiSFuQHYN3QIqWqHAteFDlFKKmwiEhsHHngg06dP56mnnqK1tZX7778/dCTpQSKV+SrReo8ioZ2RSGXOCB2iVFTYRCQ29tlnHyZMmABAY2Mjc+fODZxItiWRyhwKXBk6h0gnVyVSmX8JHaIUVNhEJDZOP/10nnvuOdrb27nrrrvYd18dZYurRCqzA/BzNNuAxEs98Kv+eD6bftBEpFvlnobjoosu4lOf+hTuzvHHH89RR2mi/BhLA7uFDiHShQOAZuC/AucoqrKNsJnZKDO738xazOy6/LabzOxJM7uw0+MK2iYi/c9ee+3F7Nmzef7557nssstCx5FuJFKZJuDLoXOIbMM3E6nMIaFDFFM5D4meDtzq7o3AMDP7JjDQ3Q8BpprZ7mZ2UiHbyphZREQ6SaQy9cDPiCYtFYmrgUST6g4NHaRYylnYlgF7mdlIYAqwC3BH/r6HgMOApgK3bcHMzsqP3LUsWbKkVPlFqoK7h47QrThnqyL/TfT/b5G42w3oN+uNlrOw/RHYGTgXmAMMBhbm71sOjCOasbiQbVtw9+vdvdHdGxsaGkr2AkT6u7q6OpYtWxbLYuTuLFu2jLq6utBRqlYilfkQ8MXQOUR64euJVGaP0CGKoZwXHVwMfNHdV5rZ14HLiCZbhOiqjgHAamBIAdtEpAQmT57Ma6+9RlxHquvq6pg8eXLoGFUpkcoMAq4OnUOkl2qAq4BjQgfZXuUsbKOAvc1sJvA+oiuMDgNmEs2Q/RLwWoHbRKQEampq2GUXHe2SLp0NvCt0CJE+ODqRypycTSd/GzrI9ihnYbscuJnosOiTwA+BJ8xsIjANOBjwAreJiEiZJFKZUUTTJIhUqh8mUpkHsunk2tBB+qpshxfd/Sl3f4+717v70e6+kuiCgpnAke6eK3RbuTKLiAgAFwGjQ4cQ2Q5TgAtCh9geFseTi7dHY2Ojt7S0FPx4i+mF6f3s2yJSUmb2dH7KICmy/DI/LxCdCyRSyTYC/5JNJ18JHaQvdAK/iIhsy5WorEn/MJgKXv1AhU1ERLqUSGUOBz4SOodIEX02kcrsFDpEX6iwiYhIdy4KHaBc2teswNvbQseQ0quhQkfZtPi7iIi8QyKVORg4KmSGVc/ez5o5jwPQsWENtRP2YMyxX2bZQ9cwZOp72WG39xW836gjP8uSu68A78Bqamk44TxWzfoDa154hHGnXs66Bc9Qv9eHyvbaJKjPJlKZ72bTyVdDB+kNFTYREelK8Cvqhu3/YYbt/2EAlj/8U4bu9SHW//MF2tes6LasdbffmhdnMPzAjzJkl/1Z9uBPWPfyM7S+uYD6fY9h4+J/YDVaQaOKDAbOJ5pbsGLokKiIiGwhkcq8B0iGzrFJ26qltK95i8E77sKyP1zNoOE7snbuzIL3q52wO8MOSDJkl/0B6FibY+AOI3B3vL2NdQueZcjU95b6ZUi8fC6RykwJHaI3VNhERGRr3wBiM+nRqmcyDNv/w6x+4RFqxk5hxPs+xobX/8HKp+8taL/ONiycQ8eG1dROehdDdtmfdfP/yqBhY1ny2++w/pXZpXwZEi+DidY2rxgqbCIi8rZEKjMBOC10jk3cO1j/6mxqd9qb1jfnM2zfYxlYP4r6dx/J+le7L1id99ukfd0qlk+/jjHTvgbA0D2PYOT7P8WAuqEM2fVA1v7jTyV/PRIrZyRSmdrQIQqlwiYiIp39O9HoQyxs+OeL1E7YAzNj0MiJtL21ONq+eC6Dhu9Y0H4A3t7K0rsvZ+QR/8agEZv3a12xiEEjJ2ADa+hvE8lLj8YCHw8dolAqbCIiAkAilTHgjNA5Olu34BnqpuwFQP0+R7P+1dksvvU8Vj2bYfhBJ7Jx6ausePyWbe4HsHr2w2xcPJ/ck7ez+LYUa+Y8TseGtQwcOoqaMVNY9dwfGLLzfmV7XRIbXwwdoFBamio2Z2lsqZ99W0RKSktTFUcilWkCHg2dQ6TM9s6mky+EDtETjbCJiMgmnwsdQCSAihhlU2ETERESqcxw4OTQOUQCOD2RygwNHaInKmwiIgLwCWCH0CFEAhgOHB86RE9U2EREBOCzoQOIBBT7q0VV2EREqlwilZkMHBo6h0hA0xKpTH3oENuiwiYiIrFZhkokkDpi/nOgwiYiIseFDiASAyeEDrAtVV/YHIvlh4hIOSRSmTrgg6FziMTAtEQqUxM6RHeqvrCJiFS5D6KrQ0UARgJHhA7RHRU2EZHqFuvzdkTK7JjQAbqjwiYiUt1U2EQ2Oyx0gO4MCh1AqptdEs/z9fxiLeYq/V8ildkN2Dl0DpEYaUykMnXZdHJ96CBb0wibiEj1el/oACIxMxg4KHSIrqiwiYhUr1j+YhIJLJaHRVXYRESql0bYRN7p8NABuqLCJiJShRKpzGBgv9A5RGLokEQqE7t+FLtAIiJSFvsCtaFDiMTQCGDP0CG2psImIlKddP6aSPdU2EREJBYaQwcQibF3hQ6wNRU2EZHqtEfoACIxFrvCpolzJazmmE5Qe3HoACIlt3voACIxFrvCphE2EZEqk0hlRgFjQ+cQibHYjUCrsImIVJ+poQOIxFx9IpWZHDpEZypsIiLVR+uHivTsX0IH6Kzshc3MrjGzj+Rv32RmT5rZhZ3uL2ibiIj0mQqbSM8mhA7QWVkLm5kdDox393vN7CRgoLsfAkw1s90L3VbOzCIi/dCU0AFEKkCszvMsW2EzsxrgBiBrZicATcAd+bsfIlpstdBtW3/ts8ysxcxalixZUqJXICLSbzSEDiBSAcaEDtBZOUfYPgP8DbiCaIbtc4CF+fuWA+OAoQVu24K7X+/uje7e2NCg/w+JiPRgeOgAIhWgskbYLNLljNhmtksvnmt/4Hp3Xwz8EngcGJK/rz6fZXWB20REpO9U2ER6VlmFLe9uM/uBmX3ZzA4EMLP3Arf14rnmsflS8kYgwebDm/sCWeDpAreJiEjfqbCJ9CxWhW2bKx2Ymbm7m9k84DqiK4ummdl1wAbg4714rpuAn5nZJ4EaonPT7jGzicA04GDAgScK2CYiIn2nwibSs8opbMADZrYaGAHsBryXaHTsHuA9RCeuvlbIE7n7KrYqeGbWBBwNXOHuud5sExGRPhsROoBIBagPHaCzngrbx4hG1b4MfBt4HTjB3dvNLEE0YvYhd+/TgpDuvoLNV4D2apuIiPSZRthEehar9dZ7CvMlogWClwKzgR8BC8zsVmAv4Ly+ljUREQmmNnQAkQowMHSAznoqbMOJziE7lOjQ5yDgOWAWcBzwYknTiYhIKbQRs9GDajeO5W9OsOVvhc4hmzm2PHSGznr6gZ0OHAJ8Evg/4ESiKzWXEs2n9l+AlosSEaksG1Fhi5VvDLpzzicGPfaB0DlkC4vh3NAZ3tbTtB5HEv1gXw3sAdxCND3HTHe/BdjVzDQvmohIZWkNHUC2NM8nqUDHT1voAJ1t8z8Qd7/YzIYSXVHUnn/8he7+ZzNrAH7s7h1lyCkiIsWzMXQA2dI8nzgsdAZ5h8opbADuvgZY02nTpmWirgQWAE+WIJeIiJSOClvMvOwTRoXOIO9QWYWtK2Z2LtG8bP9e3DgiIlIGKmwxs9AbxrnjZljoLPK29aEDdNarwmZmY4HvAaOBY91dP/QiIpVnQ+gAsqVWBg3uwJYMxBtCZ5G3vRE6QGfdFrb8xQRnEC2+Pgx4HzAJuM7d7ylLOhERKYWloQPIO62jdmk961XY4mNx6ACdbWuEbTCwK9Ex3HpgCjASmLRpjdEy5BMRkeJbFDqAvNMKr19Zb7E6ClftXg8doLNuC5u7rwcu6LzNzIYTTUryhJmd7O6xGi4UEZGCqLDF0OuM2TBFg59xEqsRtl7NoebuK939UuCbRAvDjyxNLBERKaFYjRxIZEHHeE2TFS+VW9g2cfc/E610cE1x44iISBlohC2G5vnkwaEzyBZi9YdNn2dWdvdfm9mzxQwjIiJlEatfRBKZ5xPrQ2eQLVT+CNsm7v5SsYKIiEjZaIQthl72CaNDZ5AtxOoPG60DKiJSfV4BdKV/zCz0sePc9X2JiTU051aEDtGZCpuISJXJppNrgWzoHLKlNgbVdGBLQucQAGaHDrA1FTYRker0t9AB5J3WUat5PeIhdufoq7CJiFSnF0MHkHda7sNWhs4ggAqbiIjExHOhA8g7vc4YrdEdD7NCB9iaCpuISHWK3QiCaPLcmGgDng8dYmsqbCIi1eklYG3oELKleT5Jk+eGN4fm3IbQIbamwiYiUoWy6WQHGmWLnXk+SZPnhhe7w6GgwiYiUs0eDR1AtrTAx48JnUHi+YeMCpuISPV6JHQA2dJCH7ujOzqPLay/hA7QFRU2EZHq9WdgXegQsll+8lzNxRbOclTYREQkTrLp5Aai0iYxoslzg3qI5lx76BBdUWETEalu/xc6gGxpuQ9bFTpDFbs/dIDuqLCJiFQ3nccWM4sYuz50hirVATwQOkR3VNhERKpbC/BW6BCyWbZjfOgI1eqvNOdiezhahU1EpIpl08l24O7QOWSzuT6pJnSGKhXbw6GgwiYiIvDr0AFks7maPDeUWBe2QaEDSHVzLHSEbnjoACLlNB1YCowNHUQgq8lzQ3gDeDp0iG3RCJuISJXLppNtwG9D55DIQh87TpPnlt3tNOdi/Ze6CpuIiIAOi8ZGOwMHdWBLQueoMjeEDtCTshY2MxtnZs/mb99kZk+a2YWd7i9om4iIFN3jwKLQISSylrrYXq3YD82kOfdC6BA9KfcI25XAEDM7CRjo7ocAU81s90K3lTmviEhVyKaTHcDtoXNIRJPnltWNoQMUomyFzcw+CKwBFgNNwB35ux4CDuvFtq6+9llm1mJmLUuWaBRZRKSPrkNX3MTCIh+zIeTzL1/nPDy/jaVri3sq3RurO2htj9V/YquokNMBylLYzGww8C0gld80FFiYv70cGNeLbe/g7te7e6O7NzY0NBT/BYiIVIFsOvkS8GDoHAILfELZniu33pl26xqOuWUNJ96+ljdWd3DcbWt5amE7R/58LUvWdF3att5vY7uzYp3z4VvX0nj9ar5w7zoArn5qIwfesJo1G50H57dRMzBWswP8mubcmtAhClGuEbYUcI27b5pNezUwJH+7Pp+j0G0iIlI6/xM6gMC8Mk6ee+vzrXz94FoeOn0o44caP21p5Qf/WssFR9Tyr7sO4pnXuy5sW+/3h3lt3DJ7I6ftXUPLWfWs2ui0LGpn1uJ2ztx/MH9d1M7QmliVNaiAiw02KVcBOgo4x8xmAPsBH2Hz4c19gSzR/CeFbBMRkdJ5EHgpdIhqN88nDivXc33pwMEcvWs0LeuStc6/7jaQgycP4vFX2nhqYTuHTBlY0H47DjXGDBnAC2+289Z6558rnSnDDXdo7YCH5rcxbfdYTf/6HM25v4YOUaiyvHPufsSm2/nSdjzwhJlNBKYBBxOdN1HINhERKZFsOumJVOYq4OrQWarZAp8wutzP+eQ/21ix3jl48iDcndtfaGXUEKOmh6GdzvtNqO8gM7eVH/9lI3uOHcDoIcYxuw7i5lkbOX6PGo7/1VouOLyWI3eJRXG7JnSA3ij7IUZ3b3L3lUQXFMwEjnT3XKHbyp1XRKQK/RzQ/28DWuRjyjp57vJ1zlceWM/Pjo/OQjIzfpIcwj47DuCel9oK3u+Sxzbw0+OGcNEHannX2AHcPKuVU/aqobmplpF1RnL3Qfx2TmtZXlMPXgFuDh2iN4KdE+buK9z9Dndf3NttIiJSOtl0cjUVdG5Pf5SfPPfNcjzXxnbn43eu5fIP1bHzyAF8748b+MVzGwF4a70zsq7r88623g9gxXrn+Tfaae9w/rKw/e3FB+cu62DXUUbtIKMjHheJXkZzLhbNsVA6iV9ERLpyJbA2dIhqtpa6ZeV4npueaeWZ19u57IkNNP3vGhIjB3DL7FaOuHkN7Q7H7DqQvy1p58JH1m9zv9tfaOX8w2o56771jEivYvk659S9a1i5wRlfP4B3Nwzk+qc3ctTU4IdDF1Bho2sA5h6PqlssjY2N3tLSUvgOFrsrViL97PvSLb3/UgRm9rS7N4bO0d8kUpkrgP8MnaNaPTb4azN3HvCmzt0uvs/TnPtZ6BC9pRE2ERHpzhVE0ytJAIt87MbQGfqh+cAvQofoCxU2ERHpUjadXAp8P3SOarXAx2uov/gupTnX/VUUMabCJiIi23Il8EboENVork8aHDpDPzMPuCV0iL5SYRMRkW7lrxj9dugc1WieTyrb5LlV4ls059pDh+grFTYREenJ9cALoUNUmxCT5/ZjD9Ocq4hF3rujwiYiItuUTSfbgC8QrT4jZfK6j97RnYodEYqRdcDZoUNsLxU2ERHpUTad/DNwXegc1SSaPHdAWSbP7ecupTk3P3SI7aXCJiIihUoBr4cOUU3WUrs8dIYK9yLw36FDFIMKm4iIFCSbTuaAr4bOUU2W+fCVoTNUMAe+UGlLUHVHhU1ERAqWTSfvBDKhc1SLRT5Gk+f23Y005/4UOkSxqLCJiEhvfQnQyE8ZvOwTQkeoVG8A3wwdophU2EREpFey6eSrRFeNSonN0+S5feHAmTTn3godpJhU2EREpNey6eSvgRtD5+jv5vmk+tAZKtAVNOfuCx2i2FTYRESkr84lugpPSiTr48eGzlBhHgMuCB2iFFTYRESkT7Lp5DrgE8Da0Fn6q0U+RpPnFu4N4JOVvPzUtqiwiYhIn2XTyb8RjbRJCXQwYGAHA5aEzlEB2oFTac4tDh2kVFTYRERku2TTyZuAX4bO0V+toXZp6AwV4CKac4+GDlFKKmwiIlIMZwL9Zs6rOFnuw1eHzhBz9wOXhw5RaipsIiKy3bLp5AbgBGBu6Cz9zUIfuyF0hhibC5xOc85DByk1FTYRESmKbDq5DPgwoEN4RbTAx4eOEFdvAMfSnKuK9VZV2EREpGiy6eQ84KOARoWKZK4mz+3KaiBJc+7l0EHKRYVNRESKKptO/gn4N6IZ52U7zfPJw0JniJlW4GM0554OHaScVNhERKTosunk7cA3QufoD7Id4zR57mYdROesPRg6SLmpsImISElk08kfAqnQOSrd64xp0OS5wOY1Qm8PHSQEFTYRESmZbDr5PeBboXNUsg4GDGxnwJuhc8TAV2nO3dyXHc1sSLHDlJsKm4iIlFQ2nbwUuDB0jkq2lrpqvvLWicraVX3Z2cwagD93c1/WzP5iZpeb2S5m9t389gfNbLqZHdf32MWlwiYiIiWXTScvA/4jdI5Ktax6J8/dSLTk1I97u6OZPWpmDwF3Azua2R86fTxpZhOBp4Bz8rv8O3CYmR0OtAE/BRqK8zK236DQAUREpDpk08nvJ1KZdcBVaMCgVxb62I270G+XyezOKuBEmnP/15ed3f1IADO7BJjl7r/f+jFm1rHp4UTzB64Ccmy+wjk2VzrrB0ZERMomm05eA5wErAmdpZJU4eS5bwBNfS1rWzkG6O6q0v2BnxBdffoA0coJsVytQ4VNRETKKptO3g0cASwKnaVSVNnkufOAQ2nOPbO9X8jMjgL2AO43sz+Z2WNm9kczOy//kDlEh0QTwPnAeODY7X3eUlBhExGRssumk88A7wOeC52lEsz3ScNDZyiTp4H3F2MFAzOrAS4G9nH3JmAF8G/ufpi7f8/MBgEHEo2wzQOWAM8CsVw9QYVNRESCyKaTrwGHAZnQWeJuQcf40aEzlMHviQ6DbvcUJmZmwNXAr9z9tW4ethPwa6IRtgagCdgLOA8w4JPAyu3NUiwqbCIiEkw2nVwNnAB8P3SWOHud0ePcaQudo0Q2Ek3bcRLNuWJdDfs5oNbdr9nGYz5IdEh0d2AI0Tls3yEqcQA3AHcVKc92M/fyXABhZiOI3oSBRCebngJcC7wbyLj7pfnH3VTItu40NjZ6S0tLb4L1+rWURZm+L8Hp/ZciMLOn3b0xdA7ZPolU5iPAzcCY0FniaF7tpxcNso6JoXMU2QLgEzTnevGLu2f5EbaBwHQ2z4ixG/AqUUGsBeqB44AzgRvdfX6n/R9z9w8UM9P2KucI22nAD9z9GGAx0VDjQHc/BJhqZrub2UmFbCtjZhERKZNsOnkvsC/wWOgscbSWuuWhMxTZ74D9i13WADzS5u5N+XPWDnP38e5+UP72ge6+p7vPd/fzO5e1/P6xKmtQxsLm7te4+8P5TxuATwN35D9/iOg8hqYCt23BzM4ysxYza1myZElJ8ouISOll08mFRIeqmkHrZ3a21IevCp2hSDYC59KcO5nmXC50mEpR9nPYzOwQYBTwT2BhfvNyYBwwtMBtW3D369290d0bGxpiMymxiIj0QTad7Mimk5cQFbfuThivOgt97MbQGYpgPtFVoH1aZqqalbWwmdloohmuPwesJjrJD6LjyAN6sU1ERPq5bDr5ONFVez8lRjPOh7LAJ4SOsD1agTSwdykOgVaDspUfMxsM3Amc7+6vEM21sunw5r5AthfbRESkCmTTyVw2nTwbeD/wfOg8Ic3zSbWhM/TRE8B+NOfOpzm3LnSYSlXOtUQ/DxwAXGBmFxBdCXR6fvHVacDBRH9BPVHANhERqSLZdPLJRCpzAPAN4CJgh8CRym6eTxwWOkMvLQP+E/hfmnNVP0K6vco2rUeXT242CjgaeNzdF/dmW3c0rUeF0fsvRaBpPapLIpXZhWh2+mmhs5TTBJYtfrLuK5WwqKgTDcp8k+bcstBh+ougha0UVNgqjN5/KQIVtuqUSGU+zKbzoqqA0dHxcu2nO8zKenSst54lmgT3idBB+hudwC8iIhUpm07eD+wHnEE0IWq/5gwY0M6AN0Ln6MYs4ETgvSprpaHCJiIiFSs/BcjPiZYXOgdYFDhSSa2J3+S5m4raATTn7tK5aqWjwiYiIhUvm05uzKaT1wC7Al8DXgkcqSSW+Yi4TJ6rolZmKmwiItJvZNPJ9dl08n+IitvJwOOBIxXVaz62NXCEv6KiFkScT1wUERHpk2w62U60VuXvEqnMfsBXgVOJFv2uWAt8AkeUfzq6t4DbgBtozs0q95NLRIVNRET6tWw6OQv4bCKVOQ84C/gM0TlvFafMk+c+AdwA/EYT3oanwiYiIlUhm06+CVwKXJpIZRqJRtxOASYFDdYLc0s/ee6bwM+Bm2jOvVTi55JeUGETEZGqk00nW4CWRCrzn8ARwKeIznkbHTRYD17pGD+2BF92HpDJf8ygORf6PDnpggqbiIhUrWw62QHMAGYkUplzgEOJVtY5CmgEBoZL906LGdXgTqsZNdvxZVqJLsaISlpz7h/FSSelpMImIiICZNPJVuCx/MeFiVRmJHAkUYE7GtgtYDzg7clzXx9ER28O43YAc4E/EZW0h2nOxWV6ECmQCpuIiEgXsunkW8Dv8x8kUpmJwIFEI2+NwP7AuHLnWkPdshGs7a6wtQN/B54Bns7/+yzNudXlyielocImIiJSgGw6uQi4O/8BQCKVaSBay3RvYCqwEzAl/29DKXIs9RFrRtjaHNHkwJs+XiIqaM/RnFtbiueVsFTYRERE+iibTi4BHsl/bCGRytQRlbcpwESgHtgBGNrp3023DVgPrMv/u77T5+uAJcBiYPHVbR9d+MPvpnVIs8pUfWGb8WjoBF1rCh1ARES2SzadXE907tjc4n7lZHG/nFQELU0lIiIiEnMqbCIiIiIxp8ImIiIiEnMqbCIiIiIxp8ImIiIiEnNVf5WohKWrdEVERHqmETYRERGRmFNhExEREYk5FTYRERGRmFNhExEREYk5FTYRERGRmFNhExEREYk5FTYRERGRmFNhExEREYk5FTYRERGRmFNhExEREYk5FTYRERGRmFNhExEREYk5FTYRERGRmBsUOoCIhGMWOkHX3EMnEBGJFxU2kSrmxLSxocYmItJZxRQ2M7sJeDeQcfdLQ+cR6Q9mPBo6QdeaQgcQEYmZijiHzcxOAga6+yHAVDPbPXQmERERkXKplBG2JuCO/O2HgMOAuZvuNLOzgLPyn642s5fKmm6zscDS4nypuB6qijW9/2GFfP93Ls7ziojEU6UUtqHAwvzt5cABne909+uB68sdamtm1uLujaFzVCu9/2Hp/RcRKZ2KOCQKrAaG5G/XUzm5RURERLZbpRSfp4kOgwLsC2TDRREREREpr0o5JHoX8ISZTQSmAQcHztOd4Idlq5ze/7D0/ouIlIh5hcxQaWajgKOBx919ceg8IiIiIuVSMYVNREREpFpVyjlsIr1iZqPN7GgzGxs6SyXT+ygiEg8qbD0ws3Fm9kT+9iVmNiP/8XczO7+bfXbKP+YRM7vebPOKjWZ2r5ntV678lczMRpjZA2b2kJn93sy+2un9n2Vm13Wz3yjgPuAg4FEza+h03zVm9pEyvYSK1sX7+K1C3v9O+48zs2fzt8/uzb4iIrKlSrnoIIj8L6yfE80Dh7tf3Om+3wC/6GbXLwBnu/scM3sA2BuYbWanAfPdfVZpk/cbpwE/cPeHzexaYIG7NwGY2VVE35uu7AN83d1n5r+HBwAPmtnhwHh3v7cM2fuDrd/Hp9z9O9Dj+7/JleSn43H3a4Fre7GviIh0ohG2bWsHTgFWdt5oZgcCr7n7wq52cvcL3H1O/tMxwFIzGw18H1hhZkeWMHO/4e7XuPvD+U8bgDcBzGwSMM7dW7rZ77F8yTiCaHToSTOrAW4AsmZ2QhniV7yu3kfo+f3PP+aDwBpg8Vbbe9xXRETeSSNs2+DuKwE6HdHc/dEeMgAABF5JREFU5KvAxfn77gZGdLrvtvzKC5jZKcCL7r7IzL4D3AlcB1xuZsPc/Z4Sv4R+wcwOAUa5+8z8pnPYPFpzHbBHp4c/4u7fzh+GPgVYAbQCnwH+BlwBfMXMdnL3q8r1GipVF+8j9PD+A2ngW8CJRFPydPb2viIiUjhdJVoAM5vR6VDcSOAOdz+mh32mArcDR7l7zszuA/7D3f9uZtOAo93966XOXunyI5MPASe7+ytmNgD4E3CoF/Afb74ovwAcDtzn7n8wsz2By9z9pFJm7086vY930sP7b2YXAXPc/c6tfnZ69b0TEZHNdEi0904A7t/WA/Ln+/wK+Jy75/Kb5wFT87cbgVdKlrCfMLPBRAXhfHff9H4dDvxlW7/wzew8M/tM/tORwFvo/e+1bt7HHt9/4CjgHDObAexnZjfmtxeyr4iIdEEjbAXYapTgNuBKd39mG4//HtEhuJfymy4G5gI3Eh0+XQuc5O6rSpm70pnZ2cB3gefym64lWpqsxd1/t439RgF3ALVEo0LnEK1B+zNgHFADfKy7cxAl0s37eBk9vP9bfY3OPzvf7c2+IiKymQqbiIiISMzpkKiIiIhIzKmwiYiIiMScCpuIiIhIzKmwiYiIiMScCpvElpnVmtmuvdxnyDbu0wLmIiJSkVTYJM4+BXS7GoGZTTazo83sC50232Rmx271uHPza7reYWY1ZvaimU03szdKlFtERKSoVNgklsysAbgUqDez+8zs6fy/95vZo/mH/QBoA841s8vMbAegDjg9P6v+JtOAE939g+7eCvzT3Y8C/lrGlyQiItJnWktUYie/UPutwFXuns5vm+nux3V6TAPRHxyjgOuBXwJfI1rgfQNwlZl9LV/Q2oFMfl3MLwPLNn8ZSwF3uvv88rw6ERGR3tPEuRI7ZpYAPgcMB3bLb34/8CTRHxn3AC8CewMTgZVEI237AjOICtkAoM7df5lfx/Vj7r7ezA4D3nD3uWY2BXgP8Gd3X1meVyciItJ7KmwSW2b2CHCMu7flR9gO7nTfVKJSNwT4X+Bs4PfAMGAXYLa7P5x/7H1Eh0ohGo27Engc2Bm4292vLM8rEhER6RsdEpXYMbOB+Ztd/jWRPz/NgA6ihdwXAEOBVfl9hgInAw932u04d1+f3//TwBeBHwH3luAliIiIFJUKm8TRWcAJwDrgrujUM/bIj5QBDCQaTTsGuIVo9MyBEcBo4AjgkwBmdgCwE3CjmY0DPk60oPkPgfHu/lKZXpOIiEifqbBJ7Lj7tcC1nbeZ2V+2uuhgV6LCNhjYkeictenAb4CX3H1p/qFDicrcee6+MH/hwUbgNKIpQMZ2eqyIiEgsaVoPqRT1W32+FLgNeAj4NlDj7u1ERWwfMxsD4O5PAG8Cq8xsMvAY0YUME4C/A4+Y2fHleQkiIiJ9o4sOpN8xs4H58iYiItIvqLCJiIiIxJwOiYqIiIjEnAqbiIiISMypsImIiIjEnAqbiIiISMz9P+a+mKB2jfXZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=2,ncols=2)   # 4个子图\n",
    "fig.set_size_inches(10, 10)       # 画布大小\n",
    "df1.groupby('Skill_Moves')['Skill_Moves'].count().plot.barh(ax=axes[0][0])\n",
    "axes[0][0].set_yticks(range(5), ['等级1','等级2','等级3','等级4','等级5'])\n",
    "axes[0][0].set_xlabel('人数')\n",
    "axes[0][0].set_ylabel('')\n",
    "axes[0][0].set_title('不同技术等级人数统计')\n",
    "axes[0][1].bar(['17-26', '27-36', '37-47'], [age1, age2, age3], width=0.4)\n",
    "axes[0][1].set_ylabel('人数')\n",
    "axes[0][1].set_xlabel('年龄段')\n",
    "axes[0][1].set_title('不同年龄段人数统计')\n",
    "value1 = df1[(df1['Age']>=17)&(df1['Age']<=26)].groupby('Skill_Moves')['Skill_Moves'].count()\n",
    "value2 = df1[(df1['Age']>=27)&(df1['Age']<=36)].groupby('Skill_Moves')['Skill_Moves'].count()\n",
    "value3 = df1[(df1['Age']>=37)&(df1['Age']<=47)].groupby('Skill_Moves')['Skill_Moves'].count()\n",
    "li = [[0 for _ in range(3)]]+[list(map(lambda x: x[i], [list(value1), list(value2), list(value3)+[0]])) for i in range(5)]\n",
    "color_ls = ['y', 'r', 'b', 'g', 'purple']\n",
    "for i in range(5):\n",
    "    axes[1][0].bar(['17-26', '27-36', '37-47'], li[i+1], width=0.4, bottom=list(map(lambda x: sum(x[:i]),[list(value1), list(value2), list(value3)+[0]])), color=color_ls[i], label=str(i+1))\n",
    "axes[1][0].set_xlabel('年龄段')\n",
    "axes[1][0].set_ylabel('人数')\n",
    "axes[1][0].set_title('不同年龄段等级人数统计')\n",
    "axes[1][0].legend()\n",
    "df1['Preffered_Foot'].value_counts().plot.pie(labels=['右脚','左脚'],autopct='%.2f%%', ax=axes[1][1])\n",
    "axes[1][1].set_ylabel('')\n",
    "axes[1][1].set_title('不同惯用脚的运动员人数占比图')\n",
    "# plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = df1['Club'].value_counts().sort_values(ascending=False).head()  # 对俱乐部分别计数后降序，取前5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 50 entries, 16413 to 11\n",
      "Data columns (total 18 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      "0    Name                50 non-null     object \n",
      "1    Nationality         50 non-null     object \n",
      "2    Club                50 non-null     object \n",
      "3    Club_Position       50 non-null     object \n",
      "4    Club_Kit            50 non-null     float64\n",
      "5    Club_Joining        50 non-null     object \n",
      "6    Contract_Expiry     50 non-null     float64\n",
      "7    Rating              50 non-null     int64  \n",
      "8    Height              50 non-null     float64\n",
      "9    Weight              50 non-null     float64\n",
      "10   Preffered_Foot      50 non-null     object \n",
      "11   Birth_Date          50 non-null     object \n",
      "12   Age                 50 non-null     int64  \n",
      "13   Preffered_Position  50 non-null     object \n",
      "14   Work_Rate           50 non-null     object \n",
      "15   Weak_foot           50 non-null     int64  \n",
      "16   Skill_Moves         50 non-null     int64  \n",
      "17   year                50 non-null     int64  \n",
      "dtypes: float64(4), int64(5), object(9)\n",
      "memory usage: 7.4+ KB\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "d1 = df1[df1['Club']==d.index[0]].sample(n=30)    # 随机取30条\n",
    "for i in range(1,5):\n",
    "    d2 = df1[df1['Club']==d.index[i]].sample(n=5)  # 随机5条\n",
    "    d1 = pd.concat([d1,d2],axis=0)\n",
    "d1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['Chelsea', 'RC Deportivo', 'Free Agents', 'Toulouse FC', 'Angers SCO'])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "G = nx.Graph()   # 无向图\n",
    "G.add_nodes_from(d1['Name'])   # 按名字加入节点\n",
    "club = list(set(d1['Club']))   # 把俱乐部集合抽出来\n",
    "dic = dict(zip(club,[[],[],[],[],[]]))  # 定义空值字典\n",
    "data = dict(zip(d1['Name'],d1['Club']))  # 连接名字和俱乐部\n",
    "for i in d1['Name']:\n",
    "    dic[data[i]].append(i)\n",
    "edges = []   # 存放各俱乐部的边列表\n",
    "for key in dic:\n",
    "    edge = []\n",
    "    tmps = dic[key]\n",
    "    for i,name in enumerate(tmps):\n",
    "        for j in range(i+1,len(tmps)):\n",
    "            edge.append((name,tmps[j]))\n",
    "    edges.append(edge)\n",
    "# 每次画图都将对应俱乐部的边和点画出，与其他无关，画完后删去边\n",
    "for c,color,e in zip(dic,['r','b','g','y','pink'],edges):\n",
    "    G.add_edges_from(e)\n",
    "    nx.draw_random(G,nodelist=dic[c],with_labels=True,font_size=5,font_weight='bold',node_size=1000,node_color=color)\n",
    "    G.remove_edges_from(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c,color,e in zip(dic,['r','b','g','y','pink'],edges):\n",
    "    G.add_edges_from(e)\n",
    "    nx.draw(G,nodelist=dic[c],with_labels=True,font_size=5,font_weight='bold',node_size=700,node_color=color)\n",
    "    G.remove_edges_from(e)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for c,color,e in zip(dic,['r','b','g','y','pink'],edges):\n",
    "    G.add_edges_from(e)\n",
    "    nx.draw_circular(G,nodelist=dic[c],with_labels=True,font_size=5,font_weight='bold',node_size=1000,node_color=color)\n",
    "    G.remove_edges_from(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 地图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Brand</th>\n",
       "      <th>Store_Number</th>\n",
       "      <th>Store_Name</th>\n",
       "      <th>Street_Address</th>\n",
       "      <th>City</th>\n",
       "      <th>State/Province</th>\n",
       "      <th>Country</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>Latitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>47370-257954</td>\n",
       "      <td>Meritxell, 96</td>\n",
       "      <td>Av. Meritxell, 96</td>\n",
       "      <td>Andorra la Vella</td>\n",
       "      <td>7</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>1.53</td>\n",
       "      <td>42.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>22331-212325</td>\n",
       "      <td>Ajman Drive Thru</td>\n",
       "      <td>1 Street 69, Al Jarf</td>\n",
       "      <td>Ajman</td>\n",
       "      <td>AJ</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>55.47</td>\n",
       "      <td>25.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>47089-256771</td>\n",
       "      <td>Dana Mall</td>\n",
       "      <td>Sheikh Khalifa Bin Zayed St.</td>\n",
       "      <td>Ajman</td>\n",
       "      <td>AJ</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>55.47</td>\n",
       "      <td>25.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>22126-218024</td>\n",
       "      <td>Twofour 54</td>\n",
       "      <td>Al Salam Street</td>\n",
       "      <td>Abu Dhabi</td>\n",
       "      <td>AZ</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>54.38</td>\n",
       "      <td>24.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>17127-178586</td>\n",
       "      <td>Al Ain Tower</td>\n",
       "      <td>Khaldiya Area, Abu Dhabi Island</td>\n",
       "      <td>Abu Dhabi</td>\n",
       "      <td>AZ</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>54.54</td>\n",
       "      <td>24.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25571</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>21401-212072</td>\n",
       "      <td>Rex</td>\n",
       "      <td>141 Nguyễn Huệ, Quận 1, Góc đường Pasteur và L...</td>\n",
       "      <td>Thành Phố Hồ Chí Minh</td>\n",
       "      <td>SG</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>106.70</td>\n",
       "      <td>10.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25572</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>24010-226985</td>\n",
       "      <td>Panorama</td>\n",
       "      <td>SN-44, Tòa Nhà Panorama, 208 Trần Văn Trà, Quận 7</td>\n",
       "      <td>Thành Phố Hồ Chí Minh</td>\n",
       "      <td>SG</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>106.71</td>\n",
       "      <td>10.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25573</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>47608-253804</td>\n",
       "      <td>Rosebank Mall</td>\n",
       "      <td>Cnr Tyrwhitt and Cradock Avenue, Rosebank</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>GT</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>28.04</td>\n",
       "      <td>-26.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25574</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>47640-253809</td>\n",
       "      <td>Menlyn Maine</td>\n",
       "      <td>Shop 61B, Central Square, Cnr Aramist &amp; Coroba...</td>\n",
       "      <td>Menlyn</td>\n",
       "      <td>GT</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>28.28</td>\n",
       "      <td>-25.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25575</th>\n",
       "      <td>Starbucks</td>\n",
       "      <td>47609-253286</td>\n",
       "      <td>Mall of Africa</td>\n",
       "      <td>Shop 2077, Upper Level, Waterfall City</td>\n",
       "      <td>Midrand</td>\n",
       "      <td>GT</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>28.11</td>\n",
       "      <td>-26.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25576 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           Brand  Store_Number        Store_Name  \\\n",
       "0      Starbucks  47370-257954     Meritxell, 96   \n",
       "1      Starbucks  22331-212325  Ajman Drive Thru   \n",
       "2      Starbucks  47089-256771         Dana Mall   \n",
       "3      Starbucks  22126-218024        Twofour 54   \n",
       "4      Starbucks  17127-178586      Al Ain Tower   \n",
       "...          ...           ...               ...   \n",
       "25571  Starbucks  21401-212072               Rex   \n",
       "25572  Starbucks  24010-226985          Panorama   \n",
       "25573  Starbucks  47608-253804     Rosebank Mall   \n",
       "25574  Starbucks  47640-253809      Menlyn Maine   \n",
       "25575  Starbucks  47609-253286    Mall of Africa   \n",
       "\n",
       "                                          Street_Address  \\\n",
       "0                                      Av. Meritxell, 96   \n",
       "1                                   1 Street 69, Al Jarf   \n",
       "2                           Sheikh Khalifa Bin Zayed St.   \n",
       "3                                        Al Salam Street   \n",
       "4                        Khaldiya Area, Abu Dhabi Island   \n",
       "...                                                  ...   \n",
       "25571  141 Nguyễn Huệ, Quận 1, Góc đường Pasteur và L...   \n",
       "25572  SN-44, Tòa Nhà Panorama, 208 Trần Văn Trà, Quận 7   \n",
       "25573          Cnr Tyrwhitt and Cradock Avenue, Rosebank   \n",
       "25574  Shop 61B, Central Square, Cnr Aramist & Coroba...   \n",
       "25575             Shop 2077, Upper Level, Waterfall City   \n",
       "\n",
       "                        City State/Province               Country  Longitude  \\\n",
       "0           Andorra la Vella              7               Andorra       1.53   \n",
       "1                      Ajman             AJ  United Arab Emirates      55.47   \n",
       "2                      Ajman             AJ  United Arab Emirates      55.47   \n",
       "3                  Abu Dhabi             AZ  United Arab Emirates      54.38   \n",
       "4                  Abu Dhabi             AZ  United Arab Emirates      54.54   \n",
       "...                      ...            ...                   ...        ...   \n",
       "25571  Thành Phố Hồ Chí Minh             SG               Vietnam     106.70   \n",
       "25572  Thành Phố Hồ Chí Minh             SG               Vietnam     106.71   \n",
       "25573           Johannesburg             GT          South Africa      28.04   \n",
       "25574                 Menlyn             GT          South Africa      28.28   \n",
       "25575                Midrand             GT          South Africa      28.11   \n",
       "\n",
       "       Latitude  \n",
       "0         42.51  \n",
       "1         25.42  \n",
       "2         25.39  \n",
       "3         24.48  \n",
       "4         24.51  \n",
       "...         ...  \n",
       "25571     10.78  \n",
       "25572     10.72  \n",
       "25573    -26.15  \n",
       "25574    -25.79  \n",
       "25575    -26.02  \n",
       "\n",
       "[25576 rows x 9 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = pd.read_csv('Starbucks.csv', engine='python',encoding='utf8')\n",
    "df3 = pd.read_csv('china.csv', engine='python',encoding='utf8')\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "country_count = df2['Country'].value_counts()  # 各国家计数"
   ]
  }
 ],
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